Tag

Stochastic Processes

All articles tagged with #stochastic processes

physics1 day ago

Memory-Driven Theory Links Consecutive Rare Events

A new analytical framework shows that long-term memory in stochastic systems creates correlations between successive rare events and shifts the waiting-time distribution away from exponential, breaking the Arrhenius-Kramers paradigm. Biswas and Guérin's generalized Langevin approach reveals how power-law memory slows relaxation, producing event clustering and enabling parameter-free predictions of the full first-passage-time distribution from equilibrium measurements. The work has implications for climate risk, earthquakes, finance, and single-molecule experiments, offering a predictive theory of extreme events beyond memoryless models.

"Embracing Uncertainty: A New Framework for Making Sense of History"
science-and-technology2 years ago

"Embracing Uncertainty: A New Framework for Making Sense of History"

A new framework proposed by researchers suggests using stochastic processes to analyze historical datasets, treating historical shifts as probabilistic rather than deterministic. This approach aims to unify different perspectives on historical evolution and could reveal surprising patterns that have gone unnoticed in previous models. By incorporating uncertainty and randomness, the framework aims to remove potential interpretive biases and allow the data itself to identify how human social groups evolve, potentially leading to unanticipated revelations. The researchers hope that this data-driven approach will provide new tools for finding patterns in historical records and align investigations of human history with other historical sciences.